01
Your expertise, amplified.
AI handles the routine work so you can focus on the judgment only you can offer.
Cohort 04 applications close September 30, 2026
Do a week's work in a day.
MarginLabs runs six-week AI programs for knowledge experts. Install the workflows, templates, and systems that multiply your output without hiring a team.
17 of 30 seats claimed
- one program. systems that stick.
- 6 weeks
- one program. systems that stick.
- experts trained across cohorts
- 70+
- experts trained across cohorts
- average time saved per week
- 12+ hrs
- average time saved per week
- per cohort. small by design.
- 30 seats
- per cohort. small by design.
01 / The Trap
Your output is capped by your hours.
You spent ten years getting this good, and every task still queues behind your calendar. Meanwhile, experts with half your skill use AI to ship twice as much in half the time.
Hours are the one input you cannot buy more of. Speed is the one advantage you can.
02 / The Shift
Less busywork. More expert work.
MarginLabs runs six-week AI programs for knowledge experts who are done doing everything the slow way.
You bring the craft. We install the AI workflows, templates, and systems that turn a solo expert into a small team's worth of output.
02
Output, multiplied.
Client work, content, and offers. Ship in days what used to take weeks.
03
Hours, reclaimed.
Twelve or more hours back every week, to spend on the work that matters.
03 / The Method
Six weeks. Three phases. One system.
No theory marathons. No homework you will never use. Every week has one job: give you hours back.
01
Install / Weeks 1 to 2
Your AI stack, live in week one.
Map how you work, then install AI workflows for research, writing, and delivery. The first hours come back immediately.
02
Systemize / Weeks 3 to 4
Turn workflows into systems.
Templates, agents, and automations built around your expertise. They keep running whether you are working or not.
03
Scale / Weeks 5 to 6
Pressure test and ship.
Refine, measure, and lock in the gains. You leave with a working system and the hours to prove it.
04 / Outcomes
More output. Same hours.
Not a certificate. A working AI stack and the hours it gives back, every week.
Hours back every week
Experts save 12+ hours a week with the systems they build in the program.
Output that compounds
Client work, content, offers. Ship in days what used to take weeks.
Speed on everything
Research, writing, analysis, delivery. AI accelerates all of it.
Inbound demand
Visible, prolific experts get found. Your work becomes your marketing.
Systems you own
Templates, agents, and automations built around how you work. They keep paying off long after the program.
A peer network
Twenty-nine other experts who share workflows, referrals, and standards.
“I thought I was efficient. Six weeks of AI systems later, I deliver in four days what used to take a week.”
Farajah Mike / Brand Manager / Cohort 01
“I got 15 hours a week back and landed two new clients with the time. The program paid for itself in a month.”
05 / Cohort 04
Thirty seats. One start date. No exceptions.
Thirty experts, six weeks, one start date. Small enough for personal feedback, serious enough to change how you work.
This is not a self paced course you buy and forget. It is six weeks of building AI systems, together.
Applications close September 30, 2026
Seat availability
17 of 30 claimed
Only 13 seats remain for Cohort 04. We review every application personally.
- Starts
- October 5, 2026
- Runs
- 6 weeks
- Cohort size
- 30 experts only
- Format
- Live sessions + async build
06 / AI Acceleration
Six weeks to multiply your output.
Apply for Cohort 04. A moderator reads every application and replies within 48 hours.
- 30 experts per cohort
- 5 focused hours a week
- Live sessions + async build
- Reply within 48 hours
Applications close September 30, 2026
Application / Cohort 04
13 seats remaining
07 / FAQ
Questions, answered.
Still unsure? Write to us at info@marginlabs.net. A founder replies to every message.
Who is AI Acceleration for?
Consultants, coaches, analysts, lawyers, designers, and other knowledge experts who sell their expertise and want more output without working more hours.
Do I need technical or AI experience?
None. We meet you where you are, and your AI stack is live in week one. If you can use a browser, you can run these systems.
How much time does it take?
Five focused hours a week for six weeks. Live sessions plus async building, on a schedule built for working experts.
What do I walk away with?
Working AI systems, templates, and workflows built around your expertise, plus a network of thirty experts. Most graduates save twelve or more hours every week.
How does the application work?
A founder reads every application and replies within 48 hours. Then a 30 minute call to pressure test fit. Then an offer, or first position on the waitlist.
When does the next cohort start?
Cohort 04 starts October 5, 2026. Applications close September 30, 2026. Thirty seats, no exceptions.